Self Pre-training with Masked Autoencoders for Medical Image
Classification and Segmentation

Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation

10 March 2022

Dimitris Samaras

Prateek Prasanna

Papers citing "Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation"

11 / 11 papers shown

Title
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation B. K. Das Ajay Singh Gengyan Zhao Han Liu Thomas J. Re D. Comaniciu Eli Gibson Andreas K. Maier ViT MedIm 26 0 0 13 May 2025
Multimodal Masked Autoencoder Pre-training for 3D MRI-Based Brain Tumor Analysis with Missing Modalities Lucas Robinet Ahmad Berjaoui Elizabeth Cohen-Jonathan Moyal 26 0 0 01 May 2025
Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond Yundi Zhang Paul Hager Che Liu Suprosanna Shit C. L. P. Chen Daniel Rueckert Jiazhen Pan 40 0 0 17 Apr 2025
Self Pre-training with Adaptive Mask Autoencoders for Variable-Contrast 3D Medical Imaging B. K. Das Gengyan Zhao Han Liu Thomas J. Re D. Comaniciu Eli Gibson Andreas K. Maier ViT MedIm 57 1 0 15 Jan 2025
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 35 4 0 09 Jul 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 75 12 0 15 Apr 2024
MedFLIP: Medical Vision-and-Language Self-supervised Fast Pre-Training with Masked Autoencoder Lei Li Tianfang Zhang Xinglin Zhang Jiaqi Liu Bingqi Ma Yan-chun Luo Tao Chen MedIm 40 0 0 07 Mar 2024
A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection Chao Hao Zitong Yu Xin Liu Jun Xu Huanjing Yue Jingyu Yang ViT 33 6 0 29 Feb 2024
Self-distillation Augmented Masked Autoencoders for Histopathological Image Classification Yang Luo Zhineng Chen Shengtian Zhou Xieping Gao 25 1 0 31 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,434 0 11 Nov 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 264 3,369 0 09 Mar 2020